Dataset statistics
| Number of variables | 33 |
|---|---|
| Number of observations | 96022 |
| Missing cells | 512704 |
| Missing cells (%) | 16.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 43.5 MiB |
| Average record size in memory | 475.0 B |
Variable types
| Numeric | 18 |
|---|---|
| Categorical | 15 |
Annual_Income is highly correlated with Monthly_Inhand_Salary and 2 other fields | High correlation |
Monthly_Inhand_Salary is highly correlated with Annual_Income and 2 other fields | High correlation |
Num_Bank_Accounts is highly correlated with Num_Credit_Card and 8 other fields | High correlation |
Interest_Rate is highly correlated with Num_Bank_Accounts and 9 other fields | High correlation |
Num_of_Loan is highly correlated with Num_Bank_Accounts and 13 other fields | High correlation |
Delay_from_due_date is highly correlated with Num_Bank_Accounts and 7 other fields | High correlation |
Num_of_Delayed_Payment is highly correlated with Num_Bank_Accounts and 5 other fields | High correlation |
Num_Credit_Inquiries is highly correlated with Num_Bank_Accounts and 7 other fields | High correlation |
Outstanding_Debt is highly correlated with Num_Bank_Accounts and 10 other fields | High correlation |
Total_EMI_per_month is highly correlated with Num_of_Loan and 1 other fields | High correlation |
Amount_invested_monthly is highly correlated with Annual_Income and 1 other fields | High correlation |
Monthly_Balance is highly correlated with Annual_Income and 1 other fields | High correlation |
Credit_History_Age_Numeric is highly correlated with Interest_Rate and 5 other fields | High correlation |
No Loan is highly correlated with Num_of_Loan and 1 other fields | High correlation |
Credit_Mix is highly correlated with Num_Bank_Accounts and 10 other fields | High correlation |
Num_Credit_Card is highly correlated with Num_Bank_Accounts and 4 other fields | High correlation |
Changed_Credit_Limit is highly correlated with Outstanding_Debt and 1 other fields | High correlation |
Credit-Builder Loan is highly correlated with Num_of_Loan | High correlation |
Home Equity Loan is highly correlated with Num_of_Loan | High correlation |
Mortgage Loan is highly correlated with Num_of_Loan | High correlation |
Payday Loan is highly correlated with Num_of_Loan | High correlation |
Payment_of_Min_Amount is highly correlated with Num_Bank_Accounts and 7 other fields | High correlation |
Age has 16022 (16.7%) missing values | Missing |
Annual_Income has 16022 (16.7%) missing values | Missing |
Monthly_Inhand_Salary has 16022 (16.7%) missing values | Missing |
Num_Bank_Accounts has 16022 (16.7%) missing values | Missing |
Num_Credit_Card has 16022 (16.7%) missing values | Missing |
Interest_Rate has 16022 (16.7%) missing values | Missing |
Num_of_Loan has 16022 (16.7%) missing values | Missing |
Delay_from_due_date has 16022 (16.7%) missing values | Missing |
Num_of_Delayed_Payment has 16022 (16.7%) missing values | Missing |
Changed_Credit_Limit has 16022 (16.7%) missing values | Missing |
Num_Credit_Inquiries has 16022 (16.7%) missing values | Missing |
Outstanding_Debt has 16022 (16.7%) missing values | Missing |
Credit_Utilization_Ratio has 16022 (16.7%) missing values | Missing |
Total_EMI_per_month has 16022 (16.7%) missing values | Missing |
Amount_invested_monthly has 16022 (16.7%) missing values | Missing |
Monthly_Balance has 16022 (16.7%) missing values | Missing |
Auto Loan has 16022 (16.7%) missing values | Missing |
Credit-Builder Loan has 16022 (16.7%) missing values | Missing |
Personal Loan has 16022 (16.7%) missing values | Missing |
Home Equity Loan has 16022 (16.7%) missing values | Missing |
Not Specified has 16022 (16.7%) missing values | Missing |
Mortgage Loan has 16022 (16.7%) missing values | Missing |
Student Loan has 16022 (16.7%) missing values | Missing |
Debt Consolidation Loan has 16022 (16.7%) missing values | Missing |
Payday Loan has 16022 (16.7%) missing values | Missing |
No Loan has 16022 (16.7%) missing values | Missing |
Credit_History_Age_Numeric has 16022 (16.7%) missing values | Missing |
Occupation has 16022 (16.7%) missing values | Missing |
Credit_Mix has 16022 (16.7%) missing values | Missing |
Payment_of_Min_Amount has 16022 (16.7%) missing values | Missing |
Payment_Behaviour has 16022 (16.7%) missing values | Missing |
Credit_Score has 16022 (16.7%) missing values | Missing |
df_index has unique values | Unique |
Num_Bank_Accounts has 3460 (3.6%) zeros | Zeros |
Num_of_Loan has 8339 (8.7%) zeros | Zeros |
Delay_from_due_date has 979 (1.0%) zeros | Zeros |
Num_of_Delayed_Payment has 1245 (1.3%) zeros | Zeros |
Num_Credit_Inquiries has 5637 (5.9%) zeros | Zeros |
Total_EMI_per_month has 8506 (8.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-10-25 19:40:56.679303 |
|---|---|
| Analysis finished | 2022-10-25 19:42:27.675871 |
| Duration | 1 minute and 31 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 96022 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48341.61973 |
| Minimum | 0 |
|---|---|
| Maximum | 99998 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4801.05 |
| Q1 | 24005.25 |
| median | 48010.5 |
| Q3 | 72015.75 |
| 95-th percentile | 94007.95 |
| Maximum | 99998 |
| Range | 99998 |
| Interquartile range (IQR) | 48010.5 |
Descriptive statistics
| Standard deviation | 28238.61453 |
|---|---|
| Coefficient of variation (CV) | 0.5841470494 |
| Kurtosis | -1.149008265 |
| Mean | 48341.61973 |
| Median Absolute Deviation (MAD) | 24005.5 |
| Skewness | 0.05122370091 |
| Sum | 4641859010 |
| Variance | 797419350.5 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 64012 | 1 | < 0.1% |
| 64021 | 1 | < 0.1% |
| 64020 | 1 | < 0.1% |
| 64019 | 1 | < 0.1% |
| 64018 | 1 | < 0.1% |
| 64017 | 1 | < 0.1% |
| 64016 | 1 | < 0.1% |
| 64015 | 1 | < 0.1% |
| 64014 | 1 | < 0.1% |
| Other values (96012) | 96012 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 99998 | 1 | |
| 99997 | 1 | |
| 99996 | 1 | |
| 99995 | 1 | |
| 99994 | 1 | |
| 99992 | 1 | |
| 99990 | 1 | |
| 99989 | 1 | |
| 99988 | 1 | |
| 99987 | 1 |
| Distinct | 42 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.528025 |
| Minimum | 15 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 26 |
| median | 33 |
| Q3 | 41 |
| 95-th percentile | 52 |
| Maximum | 56 |
| Range | 41 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.13701628 |
|---|---|
| Coefficient of variation (CV) | 0.3023445694 |
| Kurtosis | -0.7308763086 |
| Mean | 33.528025 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.1928563768 |
| Sum | 2682242 |
| Variance | 102.7590991 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33 | 9024 | 9.4% |
| 28 | 2280 | 2.4% |
| 31 | 2244 | 2.3% |
| 38 | 2242 | 2.3% |
| 32 | 2217 | 2.3% |
| 26 | 2214 | 2.3% |
| 25 | 2198 | 2.3% |
| 27 | 2186 | 2.3% |
| 36 | 2174 | 2.3% |
| 34 | 2171 | 2.3% |
| Other values (32) | 51050 | |
| (Missing) | 16022 | 16.7% |
| Value | Count | Frequency (%) |
| 15 | 1185 | |
| 16 | 1085 | |
| 17 | 1151 | |
| 18 | 1810 | |
| 19 | 2094 | |
| 20 | 2107 | |
| 21 | 2023 | |
| 22 | 2082 | |
| 23 | 2025 | |
| 24 | 2048 |
| Value | Count | Frequency (%) |
| 56 | 267 | 0.3% |
| 55 | 1048 | |
| 54 | 992 | |
| 53 | 1045 | |
| 52 | 1026 | |
| 51 | 970 | |
| 50 | 963 | |
| 49 | 1059 | |
| 48 | 1071 | |
| 47 | 931 |
| Distinct | 12267 |
|---|---|
| Distinct (%) | 15.3% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47328.22288 |
| Minimum | 7005.93 |
|---|---|
| Maximum | 153147.64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 7005.93 |
|---|---|
| 5-th percentile | 9917.025 |
| Q1 | 20082.6325 |
| median | 36496.38 |
| Q3 | 65934.22 |
| 95-th percentile | 121187.49 |
| Maximum | 153147.64 |
| Range | 146141.71 |
| Interquartile range (IQR) | 45851.5875 |
Descriptive statistics
| Standard deviation | 33680.6717 |
|---|---|
| Coefficient of variation (CV) | 0.7116403205 |
| Kurtosis | 0.4476756089 |
| Mean | 47328.22288 |
| Median Absolute Deviation (MAD) | 19096.95 |
| Skewness | 1.108716132 |
| Sum | 3786257830 |
| Variance | 1134387646 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36496.38 | 7598 | 7.9% |
| 20867.67 | 15 | < 0.1% |
| 17273.83 | 14 | < 0.1% |
| 95596.35 | 14 | < 0.1% |
| 33029.66 | 13 | < 0.1% |
| 72524.2 | 13 | < 0.1% |
| 9141.63 | 13 | < 0.1% |
| 36585.12 | 13 | < 0.1% |
| 17816.75 | 12 | < 0.1% |
| 22434.16 | 12 | < 0.1% |
| Other values (12257) | 72283 | |
| (Missing) | 16022 | 16.7% |
| Value | Count | Frequency (%) |
| 7005.93 | 4 | |
| 7006.035 | 7 | |
| 7006.52 | 7 | |
| 7011.685 | 7 | |
| 7012.31 | 7 | |
| 7019.435 | 6 | |
| 7020.545 | 6 | |
| 7021.91 | 8 | |
| 7023.16 | 7 | |
| 7039.745 | 6 |
| Value | Count | Frequency (%) |
| 153147.64 | 5 | |
| 152947.12 | 5 | |
| 152895.44 | 7 | |
| 152796.76 | 2 | < 0.1% |
| 152574.76 | 4 | |
| 152483.32 | 6 | |
| 152340.56 | 7 | |
| 152252.24 | 5 | |
| 152148.92 | 8 | |
| 152104.68 | 5 |
| Distinct | 13165 |
|---|---|
| Distinct (%) | 16.5% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4038.992109 |
| Minimum | 303.6454167 |
|---|---|
| Maximum | 15204.63333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 303.6454167 |
|---|---|
| 5-th percentile | 893.8820833 |
| Q1 | 1801.546667 |
| median | 3106.8475 |
| Q3 | 5387.345 |
| 95-th percentile | 10474.35667 |
| Maximum | 15204.63333 |
| Range | 14900.98792 |
| Interquartile range (IQR) | 3585.798333 |
Descriptive statistics
| Standard deviation | 2959.486161 |
|---|---|
| Coefficient of variation (CV) | 0.7327288791 |
| Kurtosis | 1.366820583 |
| Mean | 4038.992109 |
| Median Absolute Deviation (MAD) | 1552.665 |
| Skewness | 1.342870444 |
| Sum | 323119368.7 |
| Variance | 8758558.335 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3106.8475 | 11991 | 12.5% |
| 6769.13 | 14 | < 0.1% |
| 2295.058333 | 14 | < 0.1% |
| 6082.1875 | 14 | < 0.1% |
| 3080.555 | 12 | < 0.1% |
| 6358.956667 | 11 | < 0.1% |
| 6639.56 | 11 | < 0.1% |
| 5766.491667 | 10 | < 0.1% |
| 1315.560833 | 10 | < 0.1% |
| 4387.2725 | 9 | < 0.1% |
| Other values (13155) | 67904 | |
| (Missing) | 16022 | 16.7% |
| Value | Count | Frequency (%) |
| 303.6454167 | 6 | |
| 319.55625 | 5 | |
| 332.1283333 | 4 | |
| 332.43125 | 6 | |
| 333.5966667 | 5 | |
| 355.2083333 | 6 | |
| 357.2558333 | 7 | |
| 358.0583333 | 4 | |
| 361.6033333 | 4 | |
| 368.3741667 | 6 |
| Value | Count | Frequency (%) |
| 15204.63333 | 7 | |
| 15167.18 | 7 | |
| 15136.69667 | 5 | |
| 15115.19 | 5 | |
| 15101.94 | 5 | |
| 15091.08667 | 4 | |
| 15090.07667 | 6 | |
| 15066.78333 | 4 | |
| 15038.31667 | 2 | < 0.1% |
| 14978.33667 | 5 |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.3593125 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 3460 |
| Zeros (%) | 3.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.575687278 |
|---|---|
| Coefficient of variation (CV) | 0.4806003154 |
| Kurtosis | -0.665167121 |
| Mean | 5.3593125 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.1818061607 |
| Sum | 428745 |
| Variance | 6.634164954 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 10819 | |
| 6 | 10415 | |
| 7 | 10207 | |
| 8 | 10194 | |
| 4 | 9731 | |
| 3 | 9560 | |
| 9 | 4317 | 4.5% |
| 10 | 4208 | 4.4% |
| 1 | 3619 | 3.8% |
| 2 | 3463 | 3.6% |
| Other values (2) | 3467 | 3.6% |
| (Missing) | 16022 |
| Value | Count | Frequency (%) |
| 0 | 3460 | 3.6% |
| 1 | 3619 | 3.8% |
| 2 | 3463 | 3.6% |
| 3 | 9560 | |
| 4 | 9731 | |
| 5 | 10819 | |
| 6 | 10415 | |
| 7 | 10207 | |
| 8 | 10194 | |
| 9 | 4317 | 4.5% |
| Value | Count | Frequency (%) |
| 11 | 7 | < 0.1% |
| 10 | 4208 | 4.4% |
| 9 | 4317 | 4.5% |
| 8 | 10194 | |
| 7 | 10207 | |
| 6 | 10415 | |
| 5 | 10819 | |
| 4 | 9731 | |
| 3 | 9560 | |
| 2 | 3463 | 3.6% |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5188125 |
| Minimum | 1 |
|---|---|
| Maximum | 11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 11 |
| Range | 10 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.044803989 |
|---|---|
| Coefficient of variation (CV) | 0.3705152131 |
| Kurtosis | -0.2703626287 |
| Mean | 5.5188125 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.247154058 |
| Sum | 441505 |
| Variance | 4.181223355 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 16547 | |
| 7 | 13312 | |
| 6 | 13259 | |
| 4 | 11254 | |
| 3 | 10620 | |
| 8 | 3947 | 4.1% |
| 10 | 3877 | 4.0% |
| 9 | 3701 | 3.9% |
| 2 | 1738 | 1.8% |
| 1 | 1717 | 1.8% |
| (Missing) | 16022 |
| Value | Count | Frequency (%) |
| 1 | 1717 | 1.8% |
| 2 | 1738 | 1.8% |
| 3 | 10620 | |
| 4 | 11254 | |
| 5 | 16547 | |
| 6 | 13259 | |
| 7 | 13312 | |
| 8 | 3947 | 4.1% |
| 9 | 3701 | 3.9% |
| 10 | 3877 | 4.0% |
| Value | Count | Frequency (%) |
| 11 | 28 | < 0.1% |
| 10 | 3877 | 4.0% |
| 9 | 3701 | 3.9% |
| 8 | 3947 | 4.1% |
| 7 | 13312 | |
| 6 | 13259 | |
| 5 | 16547 | |
| 4 | 11254 | |
| 3 | 10620 | |
| 2 | 1738 | 1.8% |
| Distinct | 34 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.4719375 |
| Minimum | 1 |
|---|---|
| Maximum | 34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 13 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 34 |
| Range | 33 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.658508799 |
|---|---|
| Coefficient of variation (CV) | 0.5982964478 |
| Kurtosis | -0.6213051615 |
| Mean | 14.4719375 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.5176800417 |
| Sum | 1157755 |
| Variance | 74.96977462 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 3992 | 4.2% |
| 5 | 3974 | 4.1% |
| 6 | 3816 | 4.0% |
| 10 | 3639 | 3.8% |
| 9 | 3630 | 3.8% |
| 12 | 3628 | 3.8% |
| 7 | 3595 | 3.7% |
| 13 | 3538 | 3.7% |
| 11 | 3538 | 3.7% |
| 18 | 3266 | 3.4% |
| Other values (24) | 43384 | |
| (Missing) | 16022 | 16.7% |
| Value | Count | Frequency (%) |
| 1 | 2158 | |
| 2 | 2026 | |
| 3 | 2218 | |
| 4 | 2079 | |
| 5 | 3974 | |
| 6 | 3816 | |
| 7 | 3595 | |
| 8 | 3992 | |
| 9 | 3630 | |
| 10 | 3639 |
| Value | Count | Frequency (%) |
| 34 | 1210 | |
| 33 | 1167 | |
| 32 | 1389 | |
| 31 | 1188 | |
| 30 | 1356 | |
| 29 | 1332 | |
| 28 | 1277 | |
| 27 | 1262 | |
| 26 | 1187 | |
| 25 | 1228 |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4785875 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 8339 |
| Zeros (%) | 8.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.338040811 |
|---|---|
| Coefficient of variation (CV) | 0.6721236166 |
| Kurtosis | -0.3513117617 |
| Mean | 3.4785875 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.5293797177 |
| Sum | 278287 |
| Variance | 5.466434835 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 18800 | |
| 2 | 11426 | |
| 4 | 11165 | |
| 0 | 8339 | |
| 1 | 8121 | |
| 6 | 5925 | 6.2% |
| 7 | 5539 | 5.8% |
| 5 | 5456 | 5.7% |
| 9 | 2819 | 2.9% |
| 8 | 2410 | 2.5% |
| (Missing) | 16022 |
| Value | Count | Frequency (%) |
| 0 | 8339 | |
| 1 | 8121 | |
| 2 | 11426 | |
| 3 | 18800 | |
| 4 | 11165 | |
| 5 | 5456 | 5.7% |
| 6 | 5925 | 6.2% |
| 7 | 5539 | 5.8% |
| 8 | 2410 | 2.5% |
| 9 | 2819 | 2.9% |
| Value | Count | Frequency (%) |
| 9 | 2819 | 2.9% |
| 8 | 2410 | 2.5% |
| 7 | 5539 | 5.8% |
| 6 | 5925 | 6.2% |
| 5 | 5456 | 5.7% |
| 4 | 11165 | |
| 3 | 18800 | |
| 2 | 11426 | |
| 1 | 8121 | |
| 0 | 8339 |
| Distinct | 68 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.157175 |
| Minimum | 0 |
|---|---|
| Maximum | 67 |
| Zeros | 979 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 10 |
| median | 18 |
| Q3 | 28 |
| 95-th percentile | 54 |
| Maximum | 67 |
| Range | 67 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 14.73602763 |
|---|---|
| Coefficient of variation (CV) | 0.6965026112 |
| Kurtosis | 0.3884490529 |
| Mean | 21.157175 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.9895904879 |
| Sum | 1692574 |
| Variance | 217.1505104 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 2869 | 3.0% |
| 13 | 2731 | 2.8% |
| 8 | 2646 | 2.8% |
| 10 | 2637 | 2.7% |
| 14 | 2625 | 2.7% |
| 9 | 2609 | 2.7% |
| 18 | 2598 | 2.7% |
| 7 | 2581 | 2.7% |
| 11 | 2570 | 2.7% |
| 6 | 2524 | 2.6% |
| Other values (58) | 53610 | |
| (Missing) | 16022 | 16.7% |
| Value | Count | Frequency (%) |
| 0 | 979 | 1.0% |
| 1 | 1056 | 1.1% |
| 2 | 1057 | 1.1% |
| 3 | 1369 | |
| 4 | 1382 | |
| 5 | 2428 | |
| 6 | 2524 | |
| 7 | 2581 | |
| 8 | 2646 | |
| 9 | 2609 |
| Value | Count | Frequency (%) |
| 67 | 19 | < 0.1% |
| 66 | 25 | < 0.1% |
| 65 | 46 | < 0.1% |
| 64 | 54 | 0.1% |
| 63 | 54 | 0.1% |
| 62 | 424 | |
| 61 | 418 | |
| 60 | 413 | |
| 59 | 400 | |
| 58 | 444 |
| Distinct | 29 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.4739125 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 1245 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 10 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 23 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.852582558 |
|---|---|
| Coefficient of variation (CV) | 0.4343640022 |
| Kurtosis | -0.3687713316 |
| Mean | 13.4739125 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.2192224617 |
| Sum | 1077913 |
| Variance | 34.2527226 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 12140 | 12.6% |
| 19 | 4250 | 4.4% |
| 17 | 4224 | 4.4% |
| 16 | 4196 | 4.4% |
| 10 | 4107 | 4.3% |
| 15 | 4032 | 4.2% |
| 18 | 4012 | 4.2% |
| 12 | 3932 | 4.1% |
| 20 | 3926 | 4.1% |
| 9 | 3908 | 4.1% |
| Other values (19) | 31273 | |
| (Missing) | 16022 |
| Value | Count | Frequency (%) |
| 0 | 1245 | 1.3% |
| 1 | 1277 | 1.3% |
| 2 | 1395 | 1.5% |
| 3 | 1483 | 1.5% |
| 4 | 1459 | 1.5% |
| 5 | 1658 | |
| 6 | 1795 | |
| 7 | 1846 | |
| 8 | 3781 | |
| 9 | 3908 |
| Value | Count | Frequency (%) |
| 28 | 105 | 0.1% |
| 27 | 185 | 0.2% |
| 26 | 249 | 0.3% |
| 25 | 1283 | 1.3% |
| 24 | 1299 | 1.4% |
| 23 | 1575 | 1.6% |
| 22 | 1782 | |
| 21 | 2034 | |
| 20 | 3926 | |
| 19 | 4250 |
| Distinct | 3627 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.54526363 |
| Minimum | 0 |
|---|---|
| Maximum | 36.97 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.54 |
| Q1 | 5.76 |
| median | 9.51 |
| Q3 | 14.61 |
| 95-th percentile | 23.44 |
| Maximum | 36.97 |
| Range | 36.97 |
| Interquartile range (IQR) | 8.85 |
Descriptive statistics
| Standard deviation | 6.510016205 |
|---|---|
| Coefficient of variation (CV) | 0.6173402995 |
| Kurtosis | 0.2395578803 |
| Mean | 10.54526363 |
| Median Absolute Deviation (MAD) | 4.25 |
| Skewness | 0.7541588219 |
| Sum | 843621.09 |
| Variance | 42.38031099 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.51 | 3035 | 3.2% |
| 8.22 | 104 | 0.1% |
| 11.5 | 104 | 0.1% |
| 11.32 | 103 | 0.1% |
| 10.06 | 100 | 0.1% |
| 7.35 | 97 | 0.1% |
| 8.23 | 94 | 0.1% |
| 1.63 | 91 | 0.1% |
| 7.69 | 91 | 0.1% |
| 7.33 | 90 | 0.1% |
| Other values (3617) | 76091 | |
| (Missing) | 16022 | 16.7% |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 0.01 | 7 | |
| 0.02 | 1 | < 0.1% |
| 0.02 | 3 | |
| 0.03 | 1 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.03 | 3 | |
| 0.04 | 2 | < 0.1% |
| 0.05 | 3 | |
| 0.06 | 3 |
| Value | Count | Frequency (%) |
| 36.97 | 1 | |
| 36.49 | 1 | |
| 36.09 | 1 | |
| 35.84 | 1 | |
| 35.82 | 1 | |
| 35.52 | 1 | |
| 35.4 | 1 | |
| 35.3 | 1 | |
| 35.28 | 1 | |
| 35.02 | 1 |
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7419 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 5637 |
| Zeros (%) | 5.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.789375131 |
|---|---|
| Coefficient of variation (CV) | 0.6599514326 |
| Kurtosis | -0.5260074897 |
| Mean | 5.7419 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.4342370186 |
| Sum | 459352 |
| Variance | 14.35936388 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 9052 | |
| 5 | 7484 | |
| 3 | 7131 | |
| 6 | 6516 | |
| 7 | 6420 | |
| 2 | 6394 | 6.7% |
| 8 | 6250 | 6.5% |
| 1 | 6059 | 6.3% |
| 0 | 5637 | 5.9% |
| 9 | 4225 | 4.4% |
| Other values (8) | 14832 | |
| (Missing) | 16022 |
| Value | Count | Frequency (%) |
| 0 | 5637 | |
| 1 | 6059 | |
| 2 | 6394 | |
| 3 | 7131 | |
| 4 | 9052 | |
| 5 | 7484 | |
| 6 | 6516 | |
| 7 | 6420 | |
| 8 | 6250 | |
| 9 | 4225 |
| Value | Count | Frequency (%) |
| 17 | 220 | 0.2% |
| 16 | 351 | 0.4% |
| 15 | 624 | 0.6% |
| 14 | 834 | 0.9% |
| 13 | 1198 | 1.2% |
| 12 | 3676 | |
| 11 | 4055 | |
| 10 | 3874 | |
| 9 | 4225 | |
| 8 | 6250 |
| Distinct | 12203 |
|---|---|
| Distinct (%) | 15.3% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1420.501156 |
| Minimum | 0.23 |
|---|---|
| Maximum | 4998.07 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 0.23 |
|---|---|
| 5-th percentile | 121.26 |
| Q1 | 570.4 |
| median | 1161.51 |
| Q3 | 1920.6875 |
| 95-th percentile | 4071.62 |
| Maximum | 4998.07 |
| Range | 4997.84 |
| Interquartile range (IQR) | 1350.2875 |
Descriptive statistics
| Standard deviation | 1148.662237 |
|---|---|
| Coefficient of variation (CV) | 0.8086316806 |
| Kurtosis | 0.9816417127 |
| Mean | 1420.501156 |
| Median Absolute Deviation (MAD) | 631.64 |
| Skewness | 1.228487765 |
| Sum | 113640092.5 |
| Variance | 1319424.936 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1161.51 | 828 | 0.9% |
| 1360.45 | 20 | < 0.1% |
| 1151.7 | 18 | < 0.1% |
| 460.46 | 18 | < 0.1% |
| 1263.18 | 16 | < 0.1% |
| 1109.03 | 16 | < 0.1% |
| 1406.85 | 16 | < 0.1% |
| 1961.73 | 16 | < 0.1% |
| 1286.07 | 16 | < 0.1% |
| 796.88 | 15 | < 0.1% |
| Other values (12193) | 79021 | |
| (Missing) | 16022 | 16.7% |
| Value | Count | Frequency (%) |
| 0.23 | 8 | |
| 0.34 | 7 | |
| 0.54 | 7 | |
| 0.56 | 6 | |
| 0.77 | 7 | |
| 0.95 | 14 | |
| 1.2 | 2 | < 0.1% |
| 1.23 | 8 | |
| 1.3 | 6 | |
| 1.33 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 4998.07 | 7 | |
| 4997.1 | 7 | |
| 4997.05 | 8 | |
| 4992.25 | 8 | |
| 4990.91 | 8 | |
| 4987.19 | 5 | |
| 4986.03 | 6 | |
| 4984.82 | 6 | |
| 4983.86 | 7 | |
| 4982.57 | 7 |
| Distinct | 80000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.28648288 |
| Minimum | 20 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 24.24040883 |
| Q1 | 28.053517 |
| median | 32.30396013 |
| Q3 | 36.50004369 |
| 95-th percentile | 40.23264821 |
| Maximum | 50 |
| Range | 30 |
| Interquartile range (IQR) | 8.446526691 |
Descriptive statistics
| Standard deviation | 5.114983442 |
|---|---|
| Coefficient of variation (CV) | 0.1584249192 |
| Kurtosis | -0.9431484111 |
| Mean | 32.28648288 |
| Median Absolute Deviation (MAD) | 4.222493097 |
| Skewness | 0.02906363257 |
| Sum | 2582918.631 |
| Variance | 26.16305561 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22.07844595 | 1 | < 0.1% |
| 29.16355044 | 1 | < 0.1% |
| 31.49990386 | 1 | < 0.1% |
| 26.11521517 | 1 | < 0.1% |
| 25.0223011 | 1 | < 0.1% |
| 33.13014702 | 1 | < 0.1% |
| 31.62556084 | 1 | < 0.1% |
| 35.7657241 | 1 | < 0.1% |
| 39.71998999 | 1 | < 0.1% |
| 27.76967925 | 1 | < 0.1% |
| Other values (79990) | 79990 | |
| (Missing) | 16022 | 16.7% |
| Value | Count | Frequency (%) |
| 20 | 1 | |
| 20.24413035 | 1 | |
| 20.8309456 | 1 | |
| 20.83248709 | 1 | |
| 20.88008193 | 1 | |
| 20.88125004 | 1 | |
| 20.98560579 | 1 | |
| 20.992914 | 1 | |
| 21.02766451 | 1 | |
| 21.02869026 | 1 |
| Value | Count | Frequency (%) |
| 50 | 1 | |
| 49.56451935 | 1 | |
| 49.5223243 | 1 | |
| 49.25498298 | 1 | |
| 49.06427745 | 1 | |
| 48.48985173 | 1 | |
| 48.24700252 | 1 | |
| 48.19982398 | 1 | |
| 48.1917489 | 1 | |
| 48.1765989 | 1 |
| Distinct | 11152 |
|---|---|
| Distinct (%) | 13.9% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88.04881593 |
| Minimum | 0 |
|---|---|
| Maximum | 358.8601966 |
| Zeros | 8506 |
| Zeros (%) | 8.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 30.30645981 |
| median | 63.36866264 |
| Q3 | 125.0155077 |
| 95-th percentile | 260.468081 |
| Maximum | 358.8601966 |
| Range | 358.8601966 |
| Interquartile range (IQR) | 94.70904786 |
Descriptive statistics
| Standard deviation | 80.06974018 |
|---|---|
| Coefficient of variation (CV) | 0.9093789546 |
| Kurtosis | 0.8679143271 |
| Mean | 88.04881593 |
| Median Absolute Deviation (MAD) | 40.09474823 |
| Skewness | 1.226496118 |
| Sum | 7043905.275 |
| Variance | 6411.163293 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8506 | 8.9% |
| 63.36866264 | 5474 | 5.7% |
| 21.39713947 | 8 | < 0.1% |
| 52.92380656 | 8 | < 0.1% |
| 43.49571773 | 8 | < 0.1% |
| 44.31175856 | 8 | < 0.1% |
| 48.2456714 | 8 | < 0.1% |
| 76.82031354 | 8 | < 0.1% |
| 46.47119698 | 8 | < 0.1% |
| 153.3162461 | 8 | < 0.1% |
| Other values (11142) | 65956 | |
| (Missing) | 16022 | 16.7% |
| Value | Count | Frequency (%) |
| 0 | 8506 | |
| 4.462837467 | 5 | < 0.1% |
| 4.713183572 | 6 | < 0.1% |
| 4.865689677 | 7 | < 0.1% |
| 4.916138542 | 3 | < 0.1% |
| 5.138484696 | 7 | < 0.1% |
| 5.218466359 | 7 | < 0.1% |
| 5.24927327 | 6 | < 0.1% |
| 5.262291048 | 7 | < 0.1% |
| 5.351086151 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 358.8601966 | 6 | |
| 358.0405652 | 5 | |
| 357.4060675 | 4 | |
| 356.979543 | 5 | |
| 356.9316469 | 6 | |
| 356.7665325 | 6 | |
| 356.697459 | 4 | |
| 356.3654785 | 7 | |
| 356.3315408 | 6 | |
| 356.1429292 | 5 |
| Distinct | 72848 |
|---|---|
| Distinct (%) | 91.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 189.9346176 |
| Minimum | 0 |
|---|---|
| Maximum | 1977.326102 |
| Zeros | 146 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 32.46250811 |
| Q1 | 77.28796563 |
| median | 129.1812728 |
| Q3 | 220.7058888 |
| 95-th percentile | 588.3354755 |
| Maximum | 1977.326102 |
| Range | 1977.326102 |
| Interquartile range (IQR) | 143.4179232 |
Descriptive statistics
| Standard deviation | 191.7948737 |
|---|---|
| Coefficient of variation (CV) | 1.009794192 |
| Kurtosis | 10.03501351 |
| Mean | 189.9346176 |
| Median Absolute Deviation (MAD) | 62.26324442 |
| Skewness | 2.736210206 |
| Sum | 15194769.41 |
| Variance | 36785.27358 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 129.1812728 | 7008 | 7.3% |
| 0 | 146 | 0.2% |
| 86.99177671 | 1 | < 0.1% |
| 96.23096561 | 1 | < 0.1% |
| 10.8051359 | 1 | < 0.1% |
| 61.80869364 | 1 | < 0.1% |
| 107.1980199 | 1 | < 0.1% |
| 195.475668 | 1 | < 0.1% |
| 40.68363249 | 1 | < 0.1% |
| 58.77246281 | 1 | < 0.1% |
| Other values (72838) | 72838 | |
| (Missing) | 16022 | 16.7% |
| Value | Count | Frequency (%) |
| 0 | 146 | |
| 10.01019426 | 1 | < 0.1% |
| 10.0114248 | 1 | < 0.1% |
| 10.03659961 | 1 | < 0.1% |
| 10.05376835 | 1 | < 0.1% |
| 10.07193677 | 1 | < 0.1% |
| 10.1075469 | 1 | < 0.1% |
| 10.11661404 | 1 | < 0.1% |
| 10.1225566 | 1 | < 0.1% |
| 10.13191094 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1977.326102 | 1 | |
| 1961.21885 | 1 | |
| 1944.520747 | 1 | |
| 1941.237454 | 1 | |
| 1903.080048 | 1 | |
| 1901.791695 | 1 | |
| 1890.855773 | 1 | |
| 1885.645318 | 1 | |
| 1804.355694 | 1 | |
| 1804.332527 | 1 |
| Distinct | 79051 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 401.8615211 |
| Minimum | 0.007759664775 |
|---|---|
| Maximum | 1602.040519 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 0.007759664775 |
|---|---|
| 5-th percentile | 175.1027546 |
| Q1 | 270.8825003 |
| median | 336.8486202 |
| Q3 | 467.947347 |
| 95-th percentile | 860.8077584 |
| Maximum | 1602.040519 |
| Range | 1602.032759 |
| Interquartile range (IQR) | 197.0648467 |
Descriptive statistics
| Standard deviation | 212.9496277 |
|---|---|
| Coefficient of variation (CV) | 0.5299079821 |
| Kurtosis | 3.044992976 |
| Mean | 401.8615211 |
| Median Absolute Deviation (MAD) | 83.58489079 |
| Skewness | 1.613914025 |
| Sum | 32148921.69 |
| Variance | 45347.54395 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 336.8486202 | 950 | 1.0% |
| 291.9515174 | 1 | < 0.1% |
| 506.4192333 | 1 | < 0.1% |
| 329.0834597 | 1 | < 0.1% |
| 370.1841156 | 1 | < 0.1% |
| 436.6865128 | 1 | < 0.1% |
| 255.6431425 | 1 | < 0.1% |
| 350.7191134 | 1 | < 0.1% |
| 426.1187553 | 1 | < 0.1% |
| 659.7860674 | 1 | < 0.1% |
| Other values (79041) | 79041 | |
| (Missing) | 16022 | 16.7% |
| Value | Count | Frequency (%) |
| 0.007759664775 | 1 | |
| 0.08862786535 | 1 | |
| 0.09548249602 | 1 | |
| 0.1311356511 | 1 | |
| 0.3661470795 | 1 | |
| 0.3825579788 | 1 | |
| 0.599640126 | 1 | |
| 0.6360613284 | 1 | |
| 0.688298779 | 1 | |
| 0.7102397102 | 1 |
| Value | Count | Frequency (%) |
| 1602.040519 | 1 | |
| 1567.208309 | 1 | |
| 1566.613165 | 1 | |
| 1564.134826 | 1 | |
| 1558.421841 | 1 | |
| 1555.201051 | 1 | |
| 1552.946094 | 1 | |
| 1546.31964 | 1 | |
| 1542.274695 | 1 | |
| 1534.963533 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Memory size | 5.2 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 240000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 55570 | |
| 1.0 | 24430 | |
| (Missing) | 16022 | 16.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 55570 | |
| 1.0 | 24430 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 135570 | |
| . | 80000 | |
| 1 | 24430 | 10.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 160000 | |
| Other Punctuation | 80000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 135570 | |
| 1 | 24430 | 15.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 80000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 240000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 135570 | |
| . | 80000 | |
| 1 | 24430 | 10.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 240000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 135570 | |
| . | 80000 | |
| 1 | 24430 | 10.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Memory size | 5.2 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 240000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 54630 | |
| 1.0 | 25370 | |
| (Missing) | 16022 | 16.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 54630 | |
| 1.0 | 25370 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 134630 | |
| . | 80000 | |
| 1 | 25370 | 10.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 160000 | |
| Other Punctuation | 80000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 134630 | |
| 1 | 25370 | 15.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 80000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 240000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 134630 | |
| . | 80000 | |
| 1 | 25370 | 10.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 240000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 134630 | |
| . | 80000 | |
| 1 | 25370 | 10.6% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Memory size | 5.2 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 240000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 55139 | |
| 1.0 | 24861 | |
| (Missing) | 16022 | 16.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 55139 | |
| 1.0 | 24861 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 135139 | |
| . | 80000 | |
| 1 | 24861 | 10.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 160000 | |
| Other Punctuation | 80000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 135139 | |
| 1 | 24861 | 15.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 80000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 240000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 135139 | |
| . | 80000 | |
| 1 | 24861 | 10.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 240000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 135139 | |
| . | 80000 | |
| 1 | 24861 | 10.4% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Memory size | 5.2 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 240000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 54820 | |
| 1.0 | 25180 | |
| (Missing) | 16022 | 16.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 54820 | |
| 1.0 | 25180 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 134820 | |
| . | 80000 | |
| 1 | 25180 | 10.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 160000 | |
| Other Punctuation | 80000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 134820 | |
| 1 | 25180 | 15.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 80000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 240000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 134820 | |
| . | 80000 | |
| 1 | 25180 | 10.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 240000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 134820 | |
| . | 80000 | |
| 1 | 25180 | 10.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Memory size | 5.2 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 240000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 54691 | |
| 1.0 | 25309 | |
| (Missing) | 16022 | 16.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 54691 | |
| 1.0 | 25309 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 134691 | |
| . | 80000 | |
| 1 | 25309 | 10.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 160000 | |
| Other Punctuation | 80000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 134691 | |
| 1 | 25309 | 15.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 80000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 240000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 134691 | |
| . | 80000 | |
| 1 | 25309 | 10.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 240000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 134691 | |
| . | 80000 | |
| 1 | 25309 | 10.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Memory size | 5.2 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 240000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 55066 | |
| 1.0 | 24934 | |
| (Missing) | 16022 | 16.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 55066 | |
| 1.0 | 24934 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 135066 | |
| . | 80000 | |
| 1 | 24934 | 10.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 160000 | |
| Other Punctuation | 80000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 135066 | |
| 1 | 24934 | 15.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 80000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 240000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 135066 | |
| . | 80000 | |
| 1 | 24934 | 10.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 240000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 135066 | |
| . | 80000 | |
| 1 | 24934 | 10.4% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Memory size | 5.2 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 240000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 55175 | |
| 1.0 | 24825 | |
| (Missing) | 16022 | 16.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 55175 | |
| 1.0 | 24825 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 135175 | |
| . | 80000 | |
| 1 | 24825 | 10.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 160000 | |
| Other Punctuation | 80000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 135175 | |
| 1 | 24825 | 15.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 80000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 240000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 135175 | |
| . | 80000 | |
| 1 | 24825 | 10.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 240000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 135175 | |
| . | 80000 | |
| 1 | 24825 | 10.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Memory size | 5.2 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 240000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 55234 | |
| 1.0 | 24766 | |
| (Missing) | 16022 | 16.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 55234 | |
| 1.0 | 24766 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 135234 | |
| . | 80000 | |
| 1 | 24766 | 10.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 160000 | |
| Other Punctuation | 80000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 135234 | |
| 1 | 24766 | 15.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 80000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 240000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 135234 | |
| . | 80000 | |
| 1 | 24766 | 10.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 240000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 135234 | |
| . | 80000 | |
| 1 | 24766 | 10.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Memory size | 5.2 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 240000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 54533 | |
| 1.0 | 25467 | |
| (Missing) | 16022 | 16.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 54533 | |
| 1.0 | 25467 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 134533 | |
| . | 80000 | |
| 1 | 25467 | 10.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 160000 | |
| Other Punctuation | 80000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 134533 | |
| 1 | 25467 | 15.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 80000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 240000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 134533 | |
| . | 80000 | |
| 1 | 25467 | 10.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 240000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 134533 | |
| . | 80000 | |
| 1 | 25467 | 10.6% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Memory size | 5.2 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 240000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 70855 | |
| 1.0 | 9145 | 9.5% |
| (Missing) | 16022 | 16.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 70855 | |
| 1.0 | 9145 | 11.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 150855 | |
| . | 80000 | |
| 1 | 9145 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 160000 | |
| Other Punctuation | 80000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 150855 | |
| 1 | 9145 | 5.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 80000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 240000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 150855 | |
| . | 80000 | |
| 1 | 9145 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 240000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 150855 | |
| . | 80000 | |
| 1 | 9145 | 3.8% |
| Distinct | 404 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.42607708 |
| Minimum | 0.08333333333 |
|---|---|
| Maximum | 33.66666667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 750.3 KiB |
Quantile statistics
| Minimum | 0.08333333333 |
|---|---|
| 5-th percentile | 5.583333333 |
| Q1 | 12.83333333 |
| median | 18.25 |
| Q3 | 24.33333333 |
| 95-th percentile | 31.58333333 |
| Maximum | 33.66666667 |
| Range | 33.58333333 |
| Interquartile range (IQR) | 11.5 |
Descriptive statistics
| Standard deviation | 7.920898049 |
|---|---|
| Coefficient of variation (CV) | 0.4298743576 |
| Kurtosis | -0.6953209695 |
| Mean | 18.42607708 |
| Median Absolute Deviation (MAD) | 5.75 |
| Skewness | -0.04224457142 |
| Sum | 1474086.167 |
| Variance | 62.74062591 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18.25 | 7582 | 7.9% |
| 19.25 | 361 | 0.4% |
| 19.33333333 | 360 | 0.4% |
| 15.91666667 | 358 | 0.4% |
| 19.41666667 | 353 | 0.4% |
| 15.75 | 353 | 0.4% |
| 17.91666667 | 351 | 0.4% |
| 17.66666667 | 350 | 0.4% |
| 17.83333333 | 348 | 0.4% |
| 15.83333333 | 347 | 0.4% |
| Other values (394) | 69237 | |
| (Missing) | 16022 | 16.7% |
| Value | Count | Frequency (%) |
| 0.08333333333 | 2 | < 0.1% |
| 0.1666666667 | 10 | < 0.1% |
| 0.25 | 14 | < 0.1% |
| 0.3333333333 | 30 | |
| 0.4166666667 | 29 | |
| 0.5 | 29 | |
| 0.5833333333 | 41 | |
| 0.6666666667 | 45 | |
| 0.75 | 53 | |
| 0.8333333333 | 66 |
| Value | Count | Frequency (%) |
| 33.66666667 | 7 | < 0.1% |
| 33.58333333 | 13 | < 0.1% |
| 33.5 | 36 | < 0.1% |
| 33.41666667 | 71 | 0.1% |
| 33.33333333 | 102 | |
| 33.25 | 139 | |
| 33.16666667 | 155 | |
| 33.08333333 | 161 | |
| 33 | 179 | |
| 32.91666667 | 219 |
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Memory size | 5.5 MiB |
| Lawyer | |
|---|---|
| Architect | |
| Engineer | |
| Scientist | |
| Media_Manager | |
| Other values (10) |
Length
| Max length | 13 |
|---|---|
| Median length | 10 |
| Mean length | 8.3624125 |
| Min length | 6 |
Characters and Unicode
| Total characters | 668993 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Journalist |
|---|---|
| 2nd row | Accountant |
| 3rd row | Scientist |
| 4th row | Manager |
| 5th row | Media_Manager |
Common Values
| Value | Count | Frequency (%) |
| Lawyer | 10981 | |
| Architect | 5110 | 5.3% |
| Engineer | 5040 | 5.2% |
| Scientist | 5020 | 5.2% |
| Media_Manager | 5003 | 5.2% |
| Accountant | 5001 | 5.2% |
| Mechanic | 4997 | 5.2% |
| Journalist | 4962 | 5.2% |
| Developer | 4959 | 5.2% |
| Teacher | 4936 | 5.1% |
| Other values (5) | 23991 | |
| (Missing) | 16022 |
Length
| Value | Count | Frequency (%) |
| lawyer | 10981 | |
| architect | 5110 | 6.4% |
| engineer | 5040 | 6.3% |
| scientist | 5020 | 6.3% |
| media_manager | 5003 | 6.3% |
| accountant | 5001 | 6.3% |
| mechanic | 4997 | 6.2% |
| journalist | 4962 | 6.2% |
| developer | 4959 | 6.2% |
| teacher | 4936 | 6.2% |
| Other values (5) | 23991 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 95220 | |
| r | 74801 | |
| a | 60210 | 9.0% |
| n | 59453 | 8.9% |
| c | 49748 | 7.4% |
| t | 49688 | 7.4% |
| i | 49299 | 7.4% |
| o | 24614 | 3.7% |
| M | 24530 | 3.7% |
| u | 19624 | 2.9% |
| Other values (18) | 161806 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 578987 | |
| Uppercase Letter | 85003 | 12.7% |
| Connector Punctuation | 5003 | 0.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 95220 | |
| r | 74801 | |
| a | 60210 | |
| n | 59453 | |
| c | 49748 | |
| t | 49688 | |
| i | 49299 | |
| o | 24614 | 4.3% |
| u | 19624 | 3.4% |
| h | 15043 | 2.6% |
| Other values (8) | 81287 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 24530 | |
| L | 10981 | |
| A | 10111 | |
| E | 9971 | |
| D | 9805 | 11.5% |
| S | 5020 | 5.9% |
| J | 4962 | 5.8% |
| T | 4936 | 5.8% |
| W | 4687 | 5.5% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 5003 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 663990 | |
| Common | 5003 | 0.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 95220 | |
| r | 74801 | |
| a | 60210 | 9.1% |
| n | 59453 | 9.0% |
| c | 49748 | 7.5% |
| t | 49688 | 7.5% |
| i | 49299 | 7.4% |
| o | 24614 | 3.7% |
| M | 24530 | 3.7% |
| u | 19624 | 3.0% |
| Other values (17) | 156803 |
Common
| Value | Count | Frequency (%) |
| _ | 5003 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 668993 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 95220 | |
| r | 74801 | |
| a | 60210 | 9.0% |
| n | 59453 | 8.9% |
| c | 49748 | 7.4% |
| t | 49688 | 7.4% |
| i | 49299 | 7.4% |
| o | 24614 | 3.7% |
| M | 24530 | 3.7% |
| u | 19624 | 2.9% |
| Other values (18) | 161806 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Memory size | 5.3 MiB |
| Standard | |
|---|---|
| Good | |
| Bad |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 6.0769125 |
| Min length | 3 |
Characters and Unicode
| Total characters | 486153 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Good |
|---|---|
| 2nd row | Good |
| 3rd row | Standard |
| 4th row | Standard |
| 5th row | Good |
Common Values
| Value | Count | Frequency (%) |
| Standard | 45318 | |
| Good | 19563 | |
| Bad | 15119 | 15.7% |
| (Missing) | 16022 | 16.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| standard | 45318 | |
| good | 19563 | |
| bad | 15119 | 18.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 125318 | |
| a | 105755 | |
| S | 45318 | 9.3% |
| t | 45318 | 9.3% |
| n | 45318 | 9.3% |
| r | 45318 | 9.3% |
| o | 39126 | 8.0% |
| G | 19563 | 4.0% |
| B | 15119 | 3.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 406153 | |
| Uppercase Letter | 80000 | 16.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 125318 | |
| a | 105755 | |
| t | 45318 | 11.2% |
| n | 45318 | 11.2% |
| r | 45318 | 11.2% |
| o | 39126 | 9.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 45318 | |
| G | 19563 | |
| B | 15119 | 18.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 486153 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| d | 125318 | |
| a | 105755 | |
| S | 45318 | 9.3% |
| t | 45318 | 9.3% |
| n | 45318 | 9.3% |
| r | 45318 | 9.3% |
| o | 39126 | 8.0% |
| G | 19563 | 4.0% |
| B | 15119 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 486153 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| d | 125318 | |
| a | 105755 | |
| S | 45318 | 9.3% |
| t | 45318 | 9.3% |
| n | 45318 | 9.3% |
| r | 45318 | 9.3% |
| o | 39126 | 8.0% |
| G | 19563 | 4.0% |
| B | 15119 | 3.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Memory size | 5.0 MiB |
| Yes | |
|---|---|
| No | |
| NM |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.5226375 |
| Min length | 2 |
Characters and Unicode
| Total characters | 201811 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | NM |
Common Values
| Value | Count | Frequency (%) |
| Yes | 41811 | |
| No | 28552 | |
| NM | 9637 | 10.0% |
| (Missing) | 16022 | 16.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| yes | 41811 | |
| no | 28552 | |
| nm | 9637 | 12.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| Y | 41811 | |
| e | 41811 | |
| s | 41811 | |
| N | 38189 | |
| o | 28552 | |
| M | 9637 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 112174 | |
| Uppercase Letter | 89637 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| Y | 41811 | |
| N | 38189 | |
| M | 9637 | 10.8% |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 41811 | |
| s | 41811 | |
| o | 28552 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 201811 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| Y | 41811 | |
| e | 41811 | |
| s | 41811 | |
| N | 38189 | |
| o | 28552 | |
| M | 9637 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 201811 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| Y | 41811 | |
| e | 41811 | |
| s | 41811 | |
| N | 38189 | |
| o | 28552 | |
| M | 9637 | 4.8% |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Memory size | 7.1 MiB |
| Low_spent_Small_value_payments | |
|---|---|
| High_spent_Medium_value_payments | |
| Low_spent_Medium_value_payments | |
| High_spent_Large_value_payments | |
| High_spent_Small_value_payments | |
| Other values (2) |
Length
| Max length | 32 |
|---|---|
| Median length | 31 |
| Mean length | 29.4474375 |
| Min length | 13 |
Characters and Unicode
| Total characters | 2355795 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | High_spent_Medium_value_payments |
|---|---|
| 2nd row | High_spent_Large_value_payments |
| 3rd row | Low_spent_Small_value_payments |
| 4th row | Low_spent_Large_value_payments |
| 5th row | High_spent_Medium_value_payments |
Common Values
| Value | Count | Frequency (%) |
| Low_spent_Small_value_payments | 20313 | |
| High_spent_Medium_value_payments | 14021 | |
| Low_spent_Medium_value_payments | 11166 | |
| High_spent_Large_value_payments | 11012 | |
| High_spent_Small_value_payments | 9054 | |
| Low_spent_Large_value_payments | 8347 | |
| Not_Specified | 6087 | 6.3% |
| (Missing) | 16022 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| low_spent_small_value_payments | 20313 | |
| high_spent_medium_value_payments | 14021 | |
| low_spent_medium_value_payments | 11166 | |
| high_spent_large_value_payments | 11012 | |
| high_spent_small_value_payments | 9054 | |
| low_spent_large_value_payments | 8347 | |
| not_specified | 6087 | 7.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 301739 | |
| e | 278459 | |
| a | 196552 | 8.3% |
| p | 153913 | 6.5% |
| t | 153913 | 6.5% |
| s | 147826 | 6.3% |
| n | 147826 | 6.3% |
| l | 132647 | 5.6% |
| m | 128467 | 5.5% |
| u | 99100 | 4.2% |
| Other values (16) | 615353 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1894056 | |
| Connector Punctuation | 301739 | 12.8% |
| Uppercase Letter | 160000 | 6.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 278459 | |
| a | 196552 | |
| p | 153913 | |
| t | 153913 | |
| s | 147826 | 7.8% |
| n | 147826 | 7.8% |
| l | 132647 | 7.0% |
| m | 128467 | 6.8% |
| u | 99100 | 5.2% |
| v | 73913 | 3.9% |
| Other values (10) | 381440 |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 59185 | |
| S | 35454 | |
| H | 34087 | |
| M | 25187 | |
| N | 6087 | 3.8% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 301739 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2054056 | |
| Common | 301739 | 12.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 278459 | |
| a | 196552 | 9.6% |
| p | 153913 | 7.5% |
| t | 153913 | 7.5% |
| s | 147826 | 7.2% |
| n | 147826 | 7.2% |
| l | 132647 | 6.5% |
| m | 128467 | 6.3% |
| u | 99100 | 4.8% |
| v | 73913 | 3.6% |
| Other values (15) | 541440 |
Common
| Value | Count | Frequency (%) |
| _ | 301739 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2355795 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| _ | 301739 | |
| e | 278459 | |
| a | 196552 | 8.3% |
| p | 153913 | 6.5% |
| t | 153913 | 6.5% |
| s | 147826 | 6.3% |
| n | 147826 | 6.3% |
| l | 132647 | 5.6% |
| m | 128467 | 5.5% |
| u | 99100 | 4.2% |
| Other values (16) | 615353 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 16022 |
| Missing (%) | 16.7% |
| Memory size | 94.2 KiB |
| Standard | |
|---|---|
| Poor | |
| Good |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 6.12875 |
| Min length | 4 |
Characters and Unicode
| Total characters | 490300 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Good |
|---|---|
| 2nd row | Good |
| 3rd row | Good |
| 4th row | Good |
| 5th row | Good |
Common Values
| Value | Count | Frequency (%) |
| Standard | 42575 | |
| Poor | 23124 | |
| Good | 14301 | 14.9% |
| (Missing) | 16022 | 16.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| standard | 42575 | |
| poor | 23124 | |
| good | 14301 | 17.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 99451 | |
| a | 85150 | |
| o | 74850 | |
| r | 65699 | |
| S | 42575 | |
| t | 42575 | |
| n | 42575 | |
| P | 23124 | 4.7% |
| G | 14301 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 410300 | |
| Uppercase Letter | 80000 | 16.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 99451 | |
| a | 85150 | |
| o | 74850 | |
| r | 65699 | |
| t | 42575 | |
| n | 42575 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 42575 | |
| P | 23124 | |
| G | 14301 | 17.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 490300 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| d | 99451 | |
| a | 85150 | |
| o | 74850 | |
| r | 65699 | |
| S | 42575 | |
| t | 42575 | |
| n | 42575 | |
| P | 23124 | 4.7% |
| G | 14301 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 490300 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| d | 99451 | |
| a | 85150 | |
| o | 74850 | |
| r | 65699 | |
| S | 42575 | |
| t | 42575 | |
| n | 42575 | |
| P | 23124 | 4.7% |
| G | 14301 | 2.9% |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | Age | Annual_Income | Monthly_Inhand_Salary | Num_Bank_Accounts | Num_Credit_Card | Interest_Rate | Num_of_Loan | Delay_from_due_date | Num_of_Delayed_Payment | Changed_Credit_Limit | Num_Credit_Inquiries | Outstanding_Debt | Credit_Utilization_Ratio | Total_EMI_per_month | Amount_invested_monthly | Monthly_Balance | Auto Loan | Credit-Builder Loan | Personal Loan | Home Equity Loan | Not Specified | Mortgage Loan | Student Loan | Debt Consolidation Loan | Payday Loan | No Loan | Credit_History_Age_Numeric | Occupation | Credit_Mix | Payment_of_Min_Amount | Payment_Behaviour | Credit_Score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 20.0 | 101399.130 | 8535.927500 | 1.0 | 3.0 | 2.0 | 2.0 | 14.0 | 6.0 | 4.97 | 4.0 | 1061.06 | 42.681159 | 132.674897 | 114.299386 | 856.618467 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 24.750000 | Journalist | Good | No | High_spent_Medium_value_payments | Good |
| 1 | 1 | 25.0 | 112882.680 | 9684.890000 | 5.0 | 1.0 | 10.0 | 4.0 | 12.0 | 10.0 | 6.24 | 0.0 | 722.90 | 40.090839 | 353.616124 | 166.446410 | 688.426466 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 28.916667 | Accountant | Good | No | High_spent_Large_value_payments | Good |
| 2 | 2 | 49.0 | 28101.460 | 2173.463807 | 5.0 | 7.0 | 8.0 | 3.0 | 28.0 | 8.0 | 1.85 | 4.0 | 454.67 | 23.607892 | 268.268012 | 129.181273 | 242.921080 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 26.750000 | Scientist | Standard | No | Low_spent_Small_value_payments | Good |
| 3 | 3 | 34.0 | 22438.270 | 1856.855833 | 7.0 | 7.0 | 9.0 | 4.0 | 16.0 | 13.0 | 11.24 | 3.0 | 167.57 | 27.094189 | 58.436308 | 105.165644 | 292.083631 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 18.250000 | Manager | Standard | No | Low_spent_Large_value_payments | Good |
| 4 | 4 | 28.0 | 20975.400 | 1943.950000 | 2.0 | 3.0 | 9.0 | 1.0 | 2.0 | 9.0 | 9.94 | 1.0 | 731.40 | 26.205042 | 16.196792 | 67.158201 | 361.040007 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 24.250000 | Media_Manager | Good | NM | High_spent_Medium_value_payments | Good |
| 5 | 5 | 33.0 | 31751.830 | 2574.985833 | 5.0 | 4.0 | 18.0 | 3.0 | 24.0 | 12.0 | 18.76 | 8.0 | 110.73 | 24.301922 | 58.006937 | 120.397883 | 369.093763 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 24.083333 | Media_Manager | Standard | Yes | Not_Specified | Good |
| 6 | 6 | 46.0 | 8052.790 | 961.065833 | 8.0 | 7.0 | 24.0 | 8.0 | 45.0 | 23.0 | 16.28 | 12.0 | 3937.86 | 39.178605 | 29.240525 | 129.181273 | 320.538571 | 1.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 1.0 | 0.0 | 6.500000 | Musician | Bad | Yes | Not_Specified | Good |
| 7 | 7 | 30.0 | 16568.425 | 1550.702083 | 5.0 | 3.0 | 18.0 | 1.0 | 14.0 | 8.0 | 3.56 | 5.0 | 478.11 | 40.913914 | 8.474086 | 23.761873 | 372.834250 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 29.333333 | Entrepreneur | Standard | No | High_spent_Medium_value_payments | Standard |
| 8 | 8 | 48.0 | 32228.670 | 2819.603375 | 7.0 | 6.0 | 8.0 | 4.0 | 25.0 | 10.0 | 12.00 | 4.0 | 940.36 | 28.589412 | 176.204872 | 145.824991 | 327.861512 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 32.666667 | Writer | Standard | NM | High_spent_Small_value_payments | NaN |
| 9 | 9 | 35.0 | 19328.710 | 1480.725833 | 3.0 | 5.0 | 2.0 | 2.0 | 9.0 | 2.0 | 7.27 | 3.0 | 160.03 | 25.221563 | 25.874830 | 76.099156 | 336.098597 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 18.250000 | Architect | Good | No | Low_spent_Small_value_payments | Good |
Last rows
| df_index | Age | Annual_Income | Monthly_Inhand_Salary | Num_Bank_Accounts | Num_Credit_Card | Interest_Rate | Num_of_Loan | Delay_from_due_date | Num_of_Delayed_Payment | Changed_Credit_Limit | Num_Credit_Inquiries | Outstanding_Debt | Credit_Utilization_Ratio | Total_EMI_per_month | Amount_invested_monthly | Monthly_Balance | Auto Loan | Credit-Builder Loan | Personal Loan | Home Equity Loan | Not Specified | Mortgage Loan | Student Loan | Debt Consolidation Loan | Payday Loan | No Loan | Credit_History_Age_Numeric | Occupation | Credit_Mix | Payment_of_Min_Amount | Payment_Behaviour | Credit_Score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 96012 | 99987 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Standard |
| 96013 | 99988 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Standard |
| 96014 | 99989 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Standard |
| 96015 | 99990 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Standard |
| 96016 | 99992 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Poor |
| 96017 | 99994 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Poor |
| 96018 | 99995 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Poor |
| 96019 | 99996 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Poor |
| 96020 | 99997 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Poor |
| 96021 | 99998 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Standard |